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METHOD FOR TRAINING NEURAL NETWORK, CHARACTER RECOGNIZING DEVICE, AND SYMBOL PROCESSING METHOD

机译:神经网络的训练方法,特征识别装置及符号处理方法

摘要

PURPOSE: To provide an improved neural network training method by which the character recognizing accuracy of the neural network can be improved. ;CONSTITUTION: In a neural network training method, noise is simulated by using a modified training sequence using characters having widths thicker or narrower than those of normal characters. Preferably, the training of a neural network is first repeated by the prescribed number of times in accordance with a normal training sequence containing characters to be recognized, characters to be verified, and other characters. Then the training sequence is modified by making the width of the characters thicker or thinner. The modified sequence is applied along the sequence of characters having a normal width until the neural network is converged and excellent generalization and noise resistances are obtained.;COPYRIGHT: (C)1994,JPO
机译:目的:提供一种改进的神经网络训练方法,通过该方法可以提高神经网络的字符识别精度。 ;构成:在神经网络训练方法中,通过使用修改后的训练序列模拟噪声,该训练序列使用宽度比正常字符宽或窄的字符。优选地,首先根据包含要识别的字符,要验证的字符和其他字符的常规训练序列,将神经网络的训练重复规定次数。然后,通过使字符的宽度更粗或更细来修改训练序列。沿着具有正常宽度的字符序列应用修改后的序列,直到神经网络收敛并获得出色的泛化性和抗噪性为止。; COPYRIGHT:(C)1994,JPO

著录项

  • 公开/公告号JPH06348906A

    专利类型

  • 公开/公告日1994-12-22

    原文格式PDF

  • 申请/专利权人 SONY ELECTRON INC;

    申请/专利号JP19930244172

  • 发明设计人 OKI TORU;

    申请日1993-09-30

  • 分类号G06K9/66;G06F15/18;

  • 国家 JP

  • 入库时间 2022-08-22 04:21:51

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